Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	7322083
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 GiB
Average record size in memory	159.9 B

Variable types

Categorical	11
Numeric	10

Alerts

`Severity` is highly imbalanced (55.5%)	Imbalance
`Amenity` is highly imbalanced (90.3%)	Imbalance
`Give_Way` is highly imbalanced (95.7%)	Imbalance
`Junction` is highly imbalanced (62.0%)	Imbalance
`No_Exit` is highly imbalanced (97.4%)	Imbalance
`Railway` is highly imbalanced (92.8%)	Imbalance
`Stop` is highly imbalanced (81.7%)	Imbalance
`Traffic_Calming` is highly imbalanced (98.9%)	Imbalance
`Distance(mi)` is highly skewed (γ1 = 20.84234685)	Skewed
`Duration_Seconds` is highly skewed (γ1 = 57.733736)	Skewed
`Distance(mi)` has 3191789 (43.6%) zeros	Zeros
`Wind_Direction` has 1287985 (17.6%) zeros	Zeros
`Wind_Speed(mph)` has 925132 (12.6%) zeros	Zeros

Reproduction

Analysis started	2024-11-27 15:58:35.030114
Analysis finished	2024-11-27 16:03:38.039028
Duration	5 minutes and 3.01 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

Severity
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

2	5823785
3	1254426
4	181455
1	62417

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	2
4th row	3
5th row	2

Common Values

Value	Count	Frequency (%)
2	5823785	79.5%
3	1254426	17.1%
4	181455	2.5%
1	62417	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	5823785	79.5%
3	1254426	17.1%
4	181455	2.5%
1	62417	0.9%

Most occurring characters

Value	Count	Frequency (%)
2	5823785	79.5%
3	1254426	17.1%
4	181455	2.5%
1	62417	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	5823785	79.5%
3	1254426	17.1%
4	181455	2.5%
1	62417	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	5823785	79.5%
3	1254426	17.1%
4	181455	2.5%
1	62417	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	5823785	79.5%
3	1254426	17.1%
4	181455	2.5%
1	62417	0.9%

Distance(mi)
Real number (ℝ)

Skewed Zeros

Distinct	21923
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.55167825

Minimum	0
Maximum	441.75
Zeros	3191789
Zeros (%)	43.6%
Negative	0
Negative (%)	0.0%
Memory size	369.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.023
Q3	0.449
95-th percentile	2.625
Maximum	441.75
Range	441.75
Interquartile range (IQR)	0.449

Descriptive statistics

Standard deviation	1.7619337
Coefficient of variation (CV)	3.1937704
Kurtosis	1754.3228
Mean	0.55167825
Median Absolute Deviation (MAD)	0.023
Skewness	20.842347
Sum	4039434
Variance	3.1044103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3191789	43.6%
0.01	255269	3.5%
0.008	13387	0.2%
0.009999999776	13051	0.2%
0.009	12778	0.2%
0.007	11356	0.2%
0.011	10660	0.1%
0.03	10490	0.1%
0.024	10106	0.1%
0.028	10044	0.1%
Other values (21913)	3783153	51.7%

Value	Count	Frequency (%)
0	3191789	43.6%
0.001	4903	0.1%
0.002	2655	< 0.1%
0.003	3814	0.1%
0.004	5719	0.1%
0.005	7531	0.1%
0.006	9262	0.1%
0.007	11356	0.2%
0.008	13387	0.2%
0.009	12778	0.2%

Value	Count	Frequency (%)
441.75	1	< 0.1%
336.5700073	1	< 0.1%
333.6300049	1	< 0.1%
254.3999939	1	< 0.1%
251.2200012	1	< 0.1%
242.3399963	1	< 0.1%
227.2100067	1	< 0.1%
224.5899963	1	< 0.1%
210.0800018	1	< 0.1%
194.7299957	1	< 0.1%

Temperature(F)
Real number (ℝ)

Distinct	859
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.755685

Minimum	-89
Maximum	207
Zeros	2640
Zeros (%)	< 0.1%
Negative	18664
Negative (%)	0.3%
Memory size	369.7 MiB

Quantile statistics

Minimum	-89
5-th percentile	28
Q1	49.6
median	64
Q3	76
95-th percentile	89
Maximum	207
Range	296
Interquartile range (IQR)	26.4

Descriptive statistics

Standard deviation	18.952283
Coefficient of variation (CV)	0.30689132
Kurtosis	0.015305923
Mean	61.755685
Median Absolute Deviation (MAD)	13
Skewness	-0.51929113
Sum	4.5218025 × 10⁸
Variance	359.18904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77	165390	2.3%
73	165121	2.3%
68	158546	2.2%
72	155309	2.1%
75	153105	2.1%
70	150241	2.1%
63	144607	2.0%
59	144125	2.0%
64	142995	2.0%
79	142524	1.9%
Other values (849)	5800120	79.2%

Value	Count	Frequency (%)
-89	10	< 0.1%
-58	1	< 0.1%
-50	1	< 0.1%
-45	1	< 0.1%
-44	1	< 0.1%
-40	1	< 0.1%
-38	3	< 0.1%
-37	5	< 0.1%
-36	2	< 0.1%
-35	100	< 0.1%

Value	Count	Frequency (%)
207	3	< 0.1%
196	5	< 0.1%
189	1	< 0.1%
174	2	< 0.1%
172	2	< 0.1%
170.6	1	< 0.1%
168.8	1	< 0.1%
167	1	< 0.1%
162	2	< 0.1%
161.6	1	< 0.1%

Humidity(%)
Real number (ℝ)

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.847068

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	369.7 MiB

Quantile statistics

Minimum	1
5-th percentile	24
Q1	48
median	67
Q3	84
95-th percentile	97
Maximum	100
Range	99
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	22.743121
Coefficient of variation (CV)	0.35071934
Kurtosis	-0.71023811
Mean	64.847068
Median Absolute Deviation (MAD)	18
Skewness	-0.39646953
Sum	4.7481561 × 10⁸
Variance	517.24956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	279922	3.8%
100	275338	3.8%
87	164294	2.2%
90	161218	2.2%
89	134934	1.8%
96	130036	1.8%
84	122724	1.7%
81	122706	1.7%
82	119911	1.6%
86	116643	1.6%
Other values (91)	5694357	77.8%

Value	Count	Frequency (%)
1	45	< 0.1%
2	187	< 0.1%
3	642	< 0.1%
4	2074	< 0.1%
5	3959	0.1%
6	5771	0.1%
7	7674	0.1%
8	9163	0.1%
9	10643	0.1%
10	12933	0.2%

Value	Count	Frequency (%)
100	275338	3.8%
99	13650	0.2%
98	6643	0.1%
97	85306	1.2%
96	130036	1.8%
95	9191	0.1%
94	114635	1.6%
93	279922	3.8%
92	64024	0.9%
91	36215	0.5%

Pressure(in)
Real number (ℝ)

Distinct	1138
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.54687

Minimum	0
Maximum	58.63
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	369.7 MiB

Quantile statistics

Minimum	0
5-th percentile	28.13
Q1	29.38
median	29.86
Q3	30.03
95-th percentile	30.26
Maximum	58.63
Range	58.63
Interquartile range (IQR)	0.65

Descriptive statistics

Standard deviation	0.99363267
Coefficient of variation (CV)	0.033629034
Kurtosis	22.216221
Mean	29.54687
Median Absolute Deviation (MAD)	0.24
Skewness	-3.677962
Sum	2.1634463 × 10⁸
Variance	0.98730589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.96	119591	1.6%
29.99	118259	1.6%
30.01	116322	1.6%
29.94	115570	1.6%
30.04	110820	1.5%
29.97	108933	1.5%
30.03	107648	1.5%
29.91	107376	1.5%
30	106671	1.5%
29.95	106476	1.5%
Other values (1128)	6204417	84.7%

Value	Count	Frequency (%)
0	2	< 0.1%
0.02	1	< 0.1%
0.12	1	< 0.1%
0.29	2	< 0.1%
0.3	6	< 0.1%
0.39	1	< 0.1%
2.98	1	< 0.1%
2.99	9	< 0.1%
3	2	< 0.1%
3.01	2	< 0.1%

Value	Count	Frequency (%)
58.63	7	< 0.1%
58.39	2	< 0.1%
58.32	1	< 0.1%
58.13	1	< 0.1%
58.1	4	< 0.1%
58.04	3	< 0.1%
58.03	1	< 0.1%
57.74	1	< 0.1%
57.54	2	< 0.1%
56.54	1	< 0.1%

Visibility(mi)
Real number (ℝ)

Distinct	92
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0920209

Minimum	0
Maximum	140
Zeros	7244
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	369.7 MiB

Quantile statistics

Minimum	0
5-th percentile	2.5
Q1	10
median	10
Q3	10
95-th percentile	10
Maximum	140
Range	140
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.6866835
Coefficient of variation (CV)	0.29549904
Kurtosis	82.278606
Mean	9.0920209
Median Absolute Deviation (MAD)	0
Skewness	2.356617
Sum	66572532
Variance	7.2182681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	5870512	80.2%
7	209935	2.9%
9	182476	2.5%
8	145473	2.0%
5	139633	1.9%
6	122639	1.7%
2	117446	1.6%
4	116104	1.6%
3	113982	1.6%
1	98467	1.3%
Other values (82)	205416	2.8%

Value	Count	Frequency (%)
0	7244	0.1%
0.06	318	< 0.1%
0.1	1273	< 0.1%
0.12	1716	< 0.1%
0.19	40	< 0.1%
0.2	11891	0.2%
0.25	25975	0.4%
0.31	4	< 0.1%
0.38	322	< 0.1%
0.4	94	< 0.1%

Value	Count	Frequency (%)
140	3	< 0.1%
130	1	< 0.1%
120	4	< 0.1%
111	3	< 0.1%
110	1	< 0.1%
105	1	< 0.1%
101	1	< 0.1%
100	46	< 0.1%
98	1	< 0.1%
90	12	< 0.1%

Wind_Direction
Real number (ℝ)

Zeros

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7704732

Minimum	0
Maximum	17
Zeros	1287985
Zeros (%)	17.6%
Negative	0
Negative (%)	0.0%
Memory size	320.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	13
95-th percentile	16
Maximum	17
Range	17
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	5.6806243
Coefficient of variation (CV)	0.73105256
Kurtosis	-1.3474598
Mean	7.7704732
Median Absolute Deviation (MAD)	5
Skewness	0.023156764
Sum	56896050
Variance	32.269493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	1287985	17.6%
9	581407	7.9%
15	533137	7.3%
4	433556	5.9%
12	374180	5.1%
1	371643	5.1%
16	367128	5.0%
8	357974	4.9%
14	355283	4.9%
13	354509	4.8%
Other values (8)	2305281	31.5%

Value	Count	Frequency (%)
0	1287985	17.6%
1	371643	5.1%
2	251191	3.4%
3	261163	3.6%
4	433556	5.9%
5	251003	3.4%
6	247861	3.4%
7	323055	4.4%
8	357974	4.9%
9	581407	7.9%

Value	Count	Frequency (%)
17	344398	4.7%
16	367128	5.0%
15	533137	7.3%
14	355283	4.9%
13	354509	4.8%
12	374180	5.1%
11	339583	4.6%
10	287027	3.9%
9	581407	7.9%
8	357974	4.9%

Wind_Speed(mph)
Real number (ℝ)

Zeros

Distinct	185
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6932572

Minimum	0
Maximum	1087
Zeros	925132
Zeros (%)	12.6%
Negative	0
Negative (%)	0.0%
Memory size	369.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.6
median	7
Q3	10
95-th percentile	17
Maximum	1087
Range	1087
Interquartile range (IQR)	5.4

Descriptive statistics

Standard deviation	5.2778851
Coefficient of variation (CV)	0.68604038
Kurtosis	1184.1536
Mean	7.6932572
Median Absolute Deviation (MAD)	3
Skewness	8.5032673
Sum	56330667
Variance	27.856071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	925132	12.6%
5	516084	7.0%
6	499677	6.8%
3	496232	6.8%
7	464835	6.3%
8	418199	5.7%
9	376416	5.1%
7.685489596	376185	5.1%
10	313672	4.3%
12	271322	3.7%
Other values (175)	2664329	36.4%

Value	Count	Frequency (%)
0	925132	12.6%
1	186	< 0.1%
1.2	440	< 0.1%
2	433	< 0.1%
2.3	884	< 0.1%
3	496232	6.8%
3.5	200774	2.7%
4.6	214579	2.9%
5	516084	7.0%
5.8	213018	2.9%

Value	Count	Frequency (%)
1087	1	< 0.1%
984	1	< 0.1%
822.8	7	< 0.1%
812	1	< 0.1%
703.1	2	< 0.1%
580	2	< 0.1%
518	2	< 0.1%
471.8	1	< 0.1%
328	1	< 0.1%
255	1	< 0.1%

Weather_Condition
Real number (ℝ)

Distinct	143
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.162661

Minimum	0
Maximum	142
Zeros	188
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	327.8 MiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	15
median	15
Q3	84
95-th percentile	94
Maximum	142
Range	142
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	37.064302
Coefficient of variation (CV)	0.87907882
Kurtosis	-1.4550744
Mean	42.162661
Median Absolute Deviation (MAD)	9
Skewness	0.50206382
Sum	3.087185 × 10⁸
Variance	1373.7625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	2455459	33.5%
84	989971	13.5%
6	800266	10.9%
7	783100	10.7%
90	680792	9.3%
87	379113	5.2%
61	342780	4.7%
105	202817	2.8%
69	123668	1.7%
17	95404	1.3%
Other values (133)	468713	6.4%

Value	Count	Frequency (%)
0	188	< 0.1%
1	259	< 0.1%
2	2	< 0.1%
3	720	< 0.1%
4	904	< 0.1%
5	1	< 0.1%
6	800266	10.9%
7	783100	10.7%
8	16263	0.2%
9	1	< 0.1%

Value	Count	Frequency (%)
142	323	< 0.1%
141	11163	0.2%
140	22	< 0.1%
139	177	< 0.1%
138	22	< 0.1%
137	17	< 0.1%
136	3	< 0.1%
135	2193	< 0.1%
134	4399	0.1%
133	17053	0.2%

Amenity
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	7230591
1	91492

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7230591	98.8%
1	91492	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7230591	98.8%
1	91492	1.2%

Most occurring characters

Value	Count	Frequency (%)
0	7230591	98.8%
1	91492	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7230591	98.8%
1	91492	1.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7230591	98.8%
1	91492	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7230591	98.8%
1	91492	1.2%

Crossing
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	6484389
1	837694

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	6484389	88.6%
1	837694	11.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6484389	88.6%
1	837694	11.4%

Most occurring characters

Value	Count	Frequency (%)
0	6484389	88.6%
1	837694	11.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6484389	88.6%
1	837694	11.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6484389	88.6%
1	837694	11.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6484389	88.6%
1	837694	11.4%

Give_Way
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	7287753
1	34330

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7287753	99.5%
1	34330	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7287753	99.5%
1	34330	0.5%

Most occurring characters

Value	Count	Frequency (%)
0	7287753	99.5%
1	34330	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7287753	99.5%
1	34330	0.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7287753	99.5%
1	34330	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7287753	99.5%
1	34330	0.5%

Junction
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	6781931
1	540152

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	6781931	92.6%
1	540152	7.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6781931	92.6%
1	540152	7.4%

Most occurring characters

Value	Count	Frequency (%)
0	6781931	92.6%
1	540152	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6781931	92.6%
1	540152	7.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6781931	92.6%
1	540152	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6781931	92.6%
1	540152	7.4%

No_Exit
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	7303340
1	18743

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7303340	99.7%
1	18743	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7303340	99.7%
1	18743	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	7303340	99.7%
1	18743	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7303340	99.7%
1	18743	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7303340	99.7%
1	18743	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7303340	99.7%
1	18743	0.3%

Railway
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	7258927
1	63156

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7258927	99.1%
1	63156	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7258927	99.1%
1	63156	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	7258927	99.1%
1	63156	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7258927	99.1%
1	63156	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7258927	99.1%
1	63156	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7258927	99.1%
1	63156	0.9%

Stop
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	7118666
1	203417

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7118666	97.2%
1	203417	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7118666	97.2%
1	203417	2.8%

Most occurring characters

Value	Count	Frequency (%)
0	7118666	97.2%
1	203417	2.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7118666	97.2%
1	203417	2.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7118666	97.2%
1	203417	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7118666	97.2%
1	203417	2.8%

Traffic_Calming
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	7314845
1	7238

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7314845	99.9%
1	7238	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7314845	99.9%
1	7238	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7314845	99.9%
1	7238	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7314845	99.9%
1	7238	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7314845	99.9%
1	7238	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7314845	99.9%
1	7238	0.1%

Traffic_Signal
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

0	6229219
1	1092864

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	6229219	85.1%
1	1092864	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6229219	85.1%
1	1092864	14.9%

Most occurring characters

Value	Count	Frequency (%)
0	6229219	85.1%
1	1092864	14.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6229219	85.1%
1	1092864	14.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6229219	85.1%
1	1092864	14.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6229219	85.1%
1	1092864	14.9%

Civil_Twilight
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	369.7 MiB

1	5443919
0	1878164

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7322083
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	5443919	74.3%
0	1878164	25.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5443919	74.3%
0	1878164	25.7%

Most occurring characters

Value	Count	Frequency (%)
1	5443919	74.3%
0	1878164	25.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7322083	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	5443919	74.3%
0	1878164	25.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	7322083	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	5443919	74.3%
0	1878164	25.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7322083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	5443919	74.3%
0	1878164	25.7%

Duration_Seconds
Real number (ℝ)

Skewed

Distinct	73293
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23014.308

Minimum	73
Maximum	1.6877634 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	369.7 MiB

Quantile statistics

Minimum	73
5-th percentile	1724
Q1	1832
median	4460
Q3	7454
95-th percentile	21600
Maximum	1.6877634 × 10⁸
Range	1.6877627 × 10⁸
Interquartile range (IQR)	5622

Descriptive statistics

Standard deviation	739408.6
Coefficient of variation (CV)	32.128213
Kurtosis	4889.1976
Mean	23014.308
Median Absolute Deviation (MAD)	2670
Skewness	57.733736
Sum	1.6851267 × 10¹¹
Variance	5.4672508 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21600	346938	4.7%
1800	106517	1.5%
2700	64891	0.9%
4500	57288	0.8%
3600	55095	0.8%
14400	54876	0.7%
1785	54678	0.7%
1786	54523	0.7%
1787	53640	0.7%
1784	52896	0.7%
Other values (73283)	6420741	87.7%

Value	Count	Frequency (%)
73	1	< 0.1%
115	1	< 0.1%
120	2	< 0.1%
150	3	< 0.1%
152	1	< 0.1%
180	16	< 0.1%
210	6	< 0.1%
221	1	< 0.1%
229	1	< 0.1%
240	12	< 0.1%

Value	Count	Frequency (%)
168776340	2	< 0.1%
134184345	1	< 0.1%
134181332	3	< 0.1%
134179838	3	< 0.1%
134176830	2	< 0.1%
106135755	1	< 0.1%
100954757	1	< 0.1%
94755540	1	< 0.1%
94697995	1	< 0.1%
94697990	1	< 0.1%

cluster
Real number (ℝ)

Distinct	9976
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3663.3041

Minimum	0
Maximum	9999
Zeros	289
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	341.8 MiB

Quantile statistics

Minimum	0
5-th percentile	133
Q1	1046
median	2981
Q3	5988
95-th percentile	9062
Maximum	9999
Range	9999
Interquartile range (IQR)	4942

Descriptive statistics

Standard deviation	2927.3721
Coefficient of variation (CV)	0.79910705
Kurtosis	-0.96902016
Mean	3663.3041
Median Absolute Deviation (MAD)	2263
Skewness	0.52475693
Sum	2.6823016 × 10¹⁰
Variance	8569507.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	28971	0.4%
124	27113	0.4%
285	24498	0.3%
253	23196	0.3%
493	20698	0.3%
175	19772	0.3%
297	18484	0.3%
877	17216	0.2%
414	16039	0.2%
229	15513	0.2%
Other values (9966)	7110583	97.1%

Value	Count	Frequency (%)
0	289	< 0.1%
1	1640	< 0.1%
2	2581	< 0.1%
3	618	< 0.1%
4	3780	0.1%
5	2059	< 0.1%
6	2500	< 0.1%
7	299	< 0.1%
8	5488	0.1%
9	267	< 0.1%

Value	Count	Frequency (%)
9999	222	< 0.1%
9998	563	< 0.1%
9997	169	< 0.1%
9996	122	< 0.1%
9995	451	< 0.1%
9994	250	< 0.1%
9993	273	< 0.1%
9992	180	< 0.1%
9991	448	< 0.1%
9990	696	< 0.1%

Interactions

Correlations

	Amenity	Civil_Twilight	Crossing	Distance(mi)	Duration_Seconds	Give_Way	Humidity(%)	Junction	No_Exit	Pressure(in)	Railway	Severity	Stop	Temperature(F)	Traffic_Calming	Traffic_Signal	Visibility(mi)	Weather_Condition	Wind_Direction	Wind_Speed(mph)	cluster
Amenity	1.000	0.006	0.149	0.000	0.001	0.006	0.014	0.026	0.014	0.022	0.050	0.040	0.034	0.010	0.023	0.106	0.002	0.019	0.012	0.000	0.022
Civil_Twilight	0.006	1.000	0.039	0.003	0.007	0.005	0.239	0.015	0.004	0.028	0.000	0.054	0.001	0.261	0.000	0.044	0.016	0.106	0.150	0.001	0.018
Crossing	0.149	0.039	1.000	0.004	0.007	0.059	0.034	0.088	0.062	0.034	0.179	0.123	0.118	0.050	0.038	0.476	0.007	0.051	0.032	0.001	0.021
Distance(mi)	0.000	0.003	0.004	1.000	0.401	0.000	-0.022	0.001	0.000	-0.122	0.000	0.006	0.001	-0.054	0.001	0.004	-0.007	-0.015	0.007	-0.004	-0.005
Duration_Seconds	0.001	0.007	0.007	0.401	1.000	0.001	-0.024	0.008	0.000	-0.135	0.001	0.009	0.003	-0.022	0.000	0.008	0.011	-0.031	-0.007	-0.038	-0.029
Give_Way	0.006	0.005	0.059	0.000	0.001	1.000	0.005	0.009	0.007	0.008	0.003	0.009	0.030	0.005	0.003	0.073	0.007	0.011	0.005	0.000	0.011
Humidity(%)	0.014	0.239	0.034	-0.022	-0.024	0.005	1.000	0.010	0.009	0.057	0.006	0.027	0.026	-0.330	0.005	0.018	-0.463	0.102	-0.204	-0.189	0.017
Junction	0.026	0.015	0.088	0.001	0.008	0.009	0.010	1.000	0.004	0.027	0.009	0.055	0.037	0.021	0.005	0.105	0.004	0.025	0.017	0.000	0.016
No_Exit	0.014	0.004	0.062	0.000	0.000	0.007	0.009	0.004	1.000	0.007	0.004	0.012	0.026	0.006	0.013	0.030	0.007	0.005	0.004	0.000	0.008
Pressure(in)	0.022	0.028	0.034	-0.122	-0.135	0.008	0.057	0.027	0.007	1.000	0.016	0.046	0.002	-0.008	0.004	0.035	0.066	0.014	-0.115	0.006	-0.031
Railway	0.050	0.000	0.179	0.000	0.001	0.003	0.006	0.009	0.004	0.016	1.000	0.014	0.007	0.009	0.005	0.059	0.003	0.009	0.005	0.000	0.018
Severity	0.040	0.054	0.123	0.006	0.009	0.009	0.027	0.055	0.012	0.046	0.014	1.000	0.061	0.035	0.006	0.123	0.012	0.094	0.015	0.001	0.038
Stop	0.034	0.001	0.118	0.001	0.003	0.030	0.026	0.037	0.026	0.002	0.007	0.061	1.000	0.015	0.027	0.049	0.001	0.017	0.006	0.000	0.007
Temperature(F)	0.010	0.261	0.050	-0.054	-0.022	0.005	-0.330	0.021	0.006	-0.008	0.009	0.035	0.015	1.000	0.005	0.043	0.224	0.071	0.115	0.083	-0.046
Traffic_Calming	0.023	0.000	0.038	0.001	0.000	0.003	0.005	0.005	0.013	0.004	0.005	0.006	0.027	0.005	1.000	0.012	0.001	0.004	0.004	0.000	0.007
Traffic_Signal	0.106	0.044	0.476	0.004	0.008	0.073	0.018	0.105	0.030	0.035	0.059	0.123	0.049	0.043	0.012	1.000	0.003	0.068	0.028	0.001	0.033
Visibility(mi)	0.002	0.016	0.007	-0.007	0.011	0.007	-0.463	0.004	0.007	0.066	0.003	0.012	0.001	0.224	0.001	0.003	1.000	-0.133	0.098	0.052	-0.012
Weather_Condition	0.019	0.106	0.051	-0.015	-0.031	0.011	0.102	0.025	0.005	0.014	0.009	0.094	0.017	0.071	0.004	0.068	-0.133	1.000	0.037	0.105	0.005
Wind_Direction	0.012	0.150	0.032	0.007	-0.007	0.005	-0.204	0.017	0.004	-0.115	0.005	0.015	0.006	0.115	0.004	0.028	0.098	0.037	1.000	0.323	0.009
Wind_Speed(mph)	0.000	0.001	0.001	-0.004	-0.038	0.000	-0.189	0.000	0.000	0.006	0.000	0.001	0.000	0.083	0.000	0.001	0.052	0.105	0.323	1.000	0.022
cluster	0.022	0.018	0.021	-0.005	-0.029	0.011	0.017	0.016	0.008	-0.031	0.018	0.038	0.007	-0.046	0.007	0.033	-0.012	0.005	0.009	0.022	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Severity	Distance(mi)	Temperature(F)	Humidity(%)	Pressure(in)	Visibility(mi)	Wind_Direction	Wind_Speed(mph)	Weather_Condition	Traffic_Signal	Civil_Twilight	Duration_Seconds	cluster
0	3	0.01	36.9	91.0	29.68	10.0	0	7.68549	61	0	0	18840.0	2662
1	2	0.01	37.9	100.0	29.65	10.0	0	7.68549	61	0	0	1800.0	6646
2	2	0.01	36.0	100.0	29.67	10.0	13	3.50000	87	1	0	1800.0	2110
3	3	0.01	35.1	96.0	29.64	9.0	13	4.60000	84	0	1	1800.0	2132
4	2	0.01	36.0	89.0	29.65	6.0	13	3.50000	84	1	1	1800.0	7667
5	3	0.01	37.9	97.0	29.63	7.0	12	3.50000	61	0	1	1800.0	8714
6	2	0.00	34.0	100.0	29.66	7.0	17	3.50000	87	0	1	1800.0	7309
7	3	0.01	34.0	100.0	29.66	7.0	17	3.50000	87	0	1	1800.0	120
8	2	0.00	33.3	99.0	29.67	5.0	13	1.20000	84	0	1	1800.0	3024
9	3	0.01	37.4	100.0	29.62	3.0	12	4.60000	61	0	1	1800.0	8714

	Severity	Distance(mi)	Temperature(F)	Humidity(%)	Pressure(in)	Visibility(mi)	Wind_Direction	Wind_Speed(mph)	Weather_Condition	Junction	Civil_Twilight	Duration_Seconds	cluster
7728384	2	0.390	78.0	52.0	29.69	10.0	14	6.0	15	0	1	1723.0	1260
7728385	2	0.000	88.0	32.0	28.20	10.0	16	10.0	15	0	1	1703.0	9070
7728386	2	0.189	73.0	68.0	29.76	10.0	15	9.0	15	1	1	1703.0	457
7728387	2	0.443	75.0	60.0	29.74	10.0	12	9.0	15	0	1	1711.0	143
7728388	2	0.000	81.0	48.0	28.78	10.0	3	6.0	15	0	1	1711.0	1313
7728389	2	0.543	86.0	40.0	28.92	10.0	15	13.0	15	0	1	1716.0	1237
7728390	2	0.338	70.0	73.0	29.39	10.0	13	6.0	15	0	1	1613.0	1679
7728391	2	0.561	73.0	64.0	29.74	10.0	12	10.0	90	1	1	1708.0	5
7728392	2	0.772	71.0	81.0	29.62	10.0	13	8.0	15	0	1	1761.0	641
7728393	2	0.537	79.0	47.0	28.63	7.0	13	7.0	15	0	1	1765.0	9070

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII